SAHM is the first Arabic financial benchmark with seven tasks including AAOIFI standards QA, fatwa reasoning, accounting exams, sentiment analysis, summarization, and event-cause reasoning, showing that Arabic fluency does not imply strong financial reasoning in 20 tested LLMs.
Causality and mechanisms are plausible and consistent with standard fi- nance/econ logic (e.g., pricing vs
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SAHM: A Benchmark for Arabic Financial and Shari'ah-Compliant Reasoning
SAHM is the first Arabic financial benchmark with seven tasks including AAOIFI standards QA, fatwa reasoning, accounting exams, sentiment analysis, summarization, and event-cause reasoning, showing that Arabic fluency does not imply strong financial reasoning in 20 tested LLMs.